knitr::opts_knit$set(root.dir = rprojroot::find_rstudio_root_file())
knitr::opts_chunk$set(echo = F, warning = F, message = F)

seu_merge_epi_p007t_epi_p008t_epi_p009ot0_epi_p009ot2_epi_p009t1_epi_p009t2_epi_p012t_epi_p013ot0_epi_p013ot3_epi_p013t_epi_p014ot0_epi_p014t_epi_p016t_epi_p017t.rds

Signature scoring

##  [1] "p007t"   "p008t"   "p009ot0" "p009ot2" "p009t1"  "p009t2"  "p012t"  
##  [8] "p013ot0" "p013ot3" "p013t"   "p014ot0" "p014t"   "p016t"   "p017t"  
## [1] "broad done"
## [1] "morkel done"
## [1] "SMAD done"
## [1] "TNFa done"
## [1] "Wnt done"
## [1] "YAP done"
## [1] "regev done"

Louvain clusters

Cluster marker genes

rank 0 1 10 11 12 13 14 15 16 17 18 19 2 20 21 22 23 24 25 26 27 28 3 4 5 6 7 8 9
1 H2AFZ FTL RPL7A LGR5 SPINK4 MMP7 PCNA PIGR MAP2 AQP5 PLA2G2A FCGBP HIST1H4C TFF3 CLCA4 SPINK4 FABP1 MT-CO2 TSHZ2 ZG16 REG1A VIM TM4SF4 MT1G TM4SF4 HEXIM1 GUCA2A FABP1 MT-ND2
2 PSMA7 RPS7 LDHB PROX1 TFF3 PMEPA1 MCM3 PLA2G2A COL6A1 FIBCD1 PIGR MUC2 TUBA1B CEACAM6 SELENOP ITLN1 FABP5 MT-ATP6 AQP5 REP15 REG1B SPP1 FABP1 CA1 CCL20 JUN SLC26A3 CKB MT-ATP6
3 EIF2S2 RPS4X RPSA PMEPA1 CLCA1 KRT17 MCM4 NXPE1 MMP7 VIM OLFM4 SPINK4 H2AFZ FABP1 GUCA2A MUC2 DBI MT-CO3 MT-ND1 TPSG1 DMBT1 LAPTM5 ANXA10 MT2A AREG PPP1R15A SELENOP LDHA MT-CO3
4 LDHB RPS18 CLDN2 EPHB3 ITLN1 LAMC2 MCM7 LEFTY1 LEMD1 RPS4Y1 LEFTY1 CLCA1 TUBB PLOD2 SLC26A3 CLCA1 ATP5MC3 MT-ND2 MT-ATP6 TBX10 RPS4Y1 CXCR4 CTSE PHGR1 KLK10 HIST1H2BG CEACAM7 NDUFA4L2 MT-ND4
5 FTL RPS13 EIF4EBP1 DPEP1 FCGBP LAMB3 ECT2 ADH1C UCA1 RPL14 MT1E TFF3 HMGB1 CD24 CEACAM7 FCGBP H2AFZ MT-ND3 GOLGA8B CAPN9 RBP1 SRGN MMP1 PIGR AC020656.1 Z93241.1 PHGR1 PGK1 MT-ND5
6 RPS21 RPL19 H2AFZ FN1 MUC2 KLK10 BRCA2 OLFM4 PERP RPL13A B3GNT7 ITLN1 RANBP1 FXYD3 TSPAN1 REG4 HSPE1 MT-ND4 MT-ND2 FAM177B NOTUM SLC2A3 AC020656.1 CA2 MALAT1 AL137077.2 CLCA4 SCD MT-CO2
7 TUBB RPS23 RPS4X PTPRO SPINK1 LAMA3 SMC4 B3GNT7 KRT23 RPS24 NUPR1 ZG16 LDHB BHLHE40 PLAC8 ZG16 LDHB MT-ND5 MT-ND5 RAB27A IFITM1 HSPA1A REG4 MT1H CTSE CSKMT GUCA2B CSTB MT-ND3
8 TUBA1B RPS12 RPL35 RPL36A WFDC2 TRIM29 MAD2L1 MT-CO3 GPC1 RPS3A FAM3D REP15 TUBB4B NDRG1 DUOX2 WFDC2 TUBB MT-CO1 MT-ND3 B3GNT6 APCDD1 TNFAIP3 ADIRF MT1E REG4 IER5L AQP8 REN MT-ND4L
9 HSPE1 ATP5F1E TESC LEFTY1 REP15 MSLN GAL MUC4 SLC2A1 TPT1 AGR3 ST6GALNAC1 RAN LGALS3 AQP8 ST6GALNAC1 RANBP1 MT-ND4L MT-CO1 FCGBP PCP4 HLA-DRB1 LGALS3 MT1M ANXA2 MAFB CA1 C4orf3 MT-ND1
10 HMGB1 RPS14 NAP1L1 SLC12A2 SERPINA1 ECM1 ATAD5 MT-CO2 PI3 RPL34 HSPA1A HEPACAM2 NCL S100P CEACAM1 KLK1 LDHA MT-ND1 CAPRIN2 CD177 MTTP TSC22D3 S100P GUCA2A S100A14 FOSB PLAC8 MIR210HG MT-CO1
11 RANBP1 RPL35A IGFBP2 DACH1 KLK1 AHNAK2 TK1 NXPE4 S100A11 RPL29 CA2 B3GNT6 NPM1 CKB MUC12 SPINK1 RAN JCHAIN UTRN MUC2 PLA2G4A IL7R KLK7 SLC26A3 HES1 EGR1 CA2 FAM162A MT-ATP8
12 SNRPG RPLP1 ATP5MC3 NKD1 L1TD1 KRT80 GINS2 MT-ND3 PHLDA3 RPS11 PRAC1 ANO7 HSPE1 ANXA4 CDHR5 SERPINA1 TUBA1B REG1B TACC1 FER1L6 PTPRO ZNF331 TFF1 CDHR5 RPS21 SOCS1 TSPAN1 GAPDH IGKC
13 ATP5MC3 RPL23 TUBA1B MACC1 HEPACAM2 RAMP1 HELLS MT-CO1 C6orf15 RPL37 NXPE4 ATOH1 PSMA7 CEACAM5 GUCA2B REP15 NDUFAB1 MT-ATP8 LENG8 ENTPD8 CYP4X1 MT-ND3 KLK10 CEACAM7 S100P IER2 CDHR5 S100A14 CENPJ
14 PTTG1 RPS15A RAN RPL13 ATOH1 CST6 NASP MT-ND1 S100A4 RPL9 SULT1B1 NEURL1 UBE2C TPT1 CA2 KIAA1324 PTMA FN1 SLC7A11 HEPACAM2 CYP2W1 HLA-DRA PHGR1 MS4A12 TFF1 JUNB MT-CO1 DBI MTRNR2L12
15 ID1 RPL11 LCN2 TRAF5 RETNLB FSTL3 SMC2 MT-ATP6 C9orf16 RPS27 MUC4 KLK1 DEK CSTB SLC9A3 FABP2 SLC25A5 XIST BAZ2B ITLN1 OLFM4 CD2 TSPAN8 UGT2B17 MT-ATP8 IER5 PIGR LCN15 IGLC2
16 ATP5F1E RPS27A RPS2 IFITM3 SPDEF FOXQ1 PRSS56 MT-ND5 TACSTD2 RPL37A NXPE1 SPDEF PCNA P4HA1 TMPRSS2 SPDEF PSMA7 SPRY2 GPR153 PTP4A3 S100A7 S100A6 LGALS2 TSPAN8 HIST1H3A MS4A12 RPL7A MKI67
17 RAN RPL24 RPL19 RPL34 RAP1GAP TM4SF1 CDC6 DMBT1 ATP6V1G1 RPL31 C15orf48 RAP1GAP HSPD1 SLPI EMP1 CREB3L1 CSTB JMJD1C BCAS1 KCNMB4 CD69 ATP5MD CDKN2B-AS1 SOX4 CD177 RPS4X ATAD5
18 EIF5B RPL21 RPL27 TGFBI TPSG1 PERP LMNB1 MUC12 ANXA2 RPL3 ADH1C SERPINA1 SNRPB VEGFA DUOXA2 HEPACAM2 HIST1H4C NKTR ANO7 CLU NR4A3 ATP5ME SLC26A2 BTG2 SLC9A3 NDRG1 IGHA1
19 SERBP1 RPS3 RPL24 ADGRG1 B3GNT6 PRSS22 ATAD2 MT-ND2 TNFRSF12A RPL12 RARRES1 RAB26 FABP5 ERO1A GPA33 ATOH1 POMP SYNE2 SPINK4 SBSPON PTPRC ATP5MPL SLC4A4 AL031777.3 CEACAM1 RPL11 RNF43
20 POLR2L RPL32 PRDX4 RPL37A ORM1 AKAP12 PBK MT-ND4 ANXA3 RPL36 VSIG2 MT-CO1 NDUFAB1 FADS2 CA4 RAB27A RPS7 LMO7 GSN BMP7 NR4A2 TXN CHP2 AL355075.4 CA4 TPI1 ANO9
21 NPM1 POMP CD81 ZBTB20 ST6GALNAC1 TACSTD2 CDT1 SI ANXA1 RPLP1 HMGCS2 MUC4 PTMA PMEPA1 SDCBP2 TPSG1 PRDX4 IGHA1 SPDEF CASP1 HLA-DPA1 S100A14 MT1F BTG1 PKIB RPS14 ARGLU1
22 LSM5 RPS6 NCL RPS27 RASD1 S100A11 MCM2 NUPR1 MSX2 RPS28 LGALS2 MT-ND3 ATP5MC3 IFI27 MDK RAP1GAP CHCHD2 IGLC2 SYTL5 CXCL2 CD74 KLK11 VSIG2 PPP1R10 C2orf88 COX5B RNF213
23 NCL NDUFA4 RPL8 RPL31 KIAA1324 SCEL ORC6 MT-ATP8 CCND1 RPL10A SI REG4 C1QBP GAPDH DHRS9 B3GNT6 UBE2C NEAT1 CDC42EP3 AC020656.1 APOE TXNDC17 MT-CO1 RASD1 CDKN2B-AS1 RPS18 CENPF
24 ATP5MPL RPL27 RPS7 SOX4 COL16A1 CEACAM6 MCM6 MT-ND4L IL18 RPL27A PRKACB ATP2A3 PSMB1 ATP1B1 HPGD FMOD PGK1 CLCA1 CXCL1 HSPA1B KRT20 AMN GADD45B SLC4A4 RPS7 HSPA1B
25 HSPD1 RPS16 RPS27A RPL36 AQP3 TGM2 CDCA7 PLCE1 LCN2 IFITM3 UGT2A3 MLPH POMP S100A11 MS4A12 DNAJC12 ATP5MC1 VSIG2 TMEM176A MT-ND4 UQCRQ SELENBP1 HSPA1B TMIGD1 PKM SYNE2
26 POMP RPS20 RPL21 RPL37 AC005833.1 ANXA2 DHFR MUC5B CST3 RPS29 SLC28A2 MT-ND1 PRDX4 ACTG1 SAMD9 ANXA13 HSPD1 SYTL2 CPNE7 IER5 PHLDA2 SULT1B1 HIST1H2AH TRPM6 RPL32 LUC7L3
27 CCT6A PRDX1 SET RPL10A ZG16 ANXA3 PAICS PRAC1 CHPF RPL28 MAOA MT-CO2 MCM3 CDH17 SGK1 AC005833.1 HMGB1 MB DACH1 RGS1 ANXA2 HMGCS2 LINC01970 TMEM37 IGFBP2 MALAT1
28 SOD1 TALDO1 RPL32 GDF15 MUC4 SERPINB5 RRM1 HMGCS2 GGH RPL18A SLC4A4 L1TD1 EIF4EBP1 PRDX5 PKIB B4GALNT2 RPS27A TFF1 IFITM3 ARHGDIB HPGD PLAC8 HIST1H2AG SLC17A4 RPS27A KCNQ1OT1
29 ACAT2 RPL30 HSPD1 ETS2 HSPA1A CAVIN3 BIRC5 IGKC KRT80 RPS12 DMBT1 MT-ND2 YBX1 ACE2 TRIM31 AQP3 RPS4X BEST2 SPINK1 MT-ATP6 SH3BGRL3 ANPEP MALAT1 SCNN1B RPL19
30 SUB1 SOD1 RPL6 RPL27A ENTPD8 FLNA CENPW SULT1B1 LAMP1 RPS15A GOLM1 RAB27A ADRM1 NDUFA4L2 CDHR2 BEST2 CYCS ATOH1 GADD45G IGKC AKR1C3 GPT ZFP36L2 SLC51B QPRT
31 PFDN2 RPLP2 RPL11 ZKSCAN1 REG4 IFI6 RAD51AP1 MTRNR2L12 GSTP1 RPS19 SPINK5 SYTL2 UBE2T LDHA HK2 NEURL1 EIF5A MLPH C2CD4A MT-CO1 SLPI C2orf88 AC023157.3 MUC12 RPL10
32 ATP5PF RPL7A HSPE1 RPS18 CREB3L1 TNFAIP2 KIF20B UGT2B17 GUK1 RPL7 SEMA6A MT-CO3 SSBP1 S100A10 XDH SCGB2A1 FTL TFF3 PIWIL2 DUSP2 LGALS4 MT1X IGKC CDKN2B ATP5MC3
33 TXN RPL6 ATP5MC1 EEF2 FAM3D SLC2A1 HMGB1 PPP1R12B CLIC3 TMSB10 SPINK1 IGKC GINS2 HSPB1 CDA ANO7 ARPC2 TSPAN1 MT1E JUNB ALDH1A1 C10orf99 IER3 LINC02023 NACA
34 RPL22 C9orf16 MRPL51 MYC JUN GPRC5A MCM8 TFCP2L1 KLK6 RPL35 TCEA3 KIAA1324 ODC1 EFNA1 MXI1 FAM177B NDUFA4 MUC4 STMN3 NFKBIA POLR2L FABP1 DNAJB1 PDE9A RPL24
35 SNRPD2 PSMA7 RPS20 IRF2BP2 IER5 RGCC IFITM3 MT1E ATP6V1F RPL21 MT1M ERN2 HSP90AB1 S100A6 SMPDL3A SMAD9 LSM5 SERPINA1 DPYSL2 CD83 CSTB MT-ND5 CDKN1C SDCBP2 FDFT1
36 DBI FTH1 YBX1 RNF43 CDC42EP5 MACC1 TMEM97 PCK1 KRT18 RPS10 AGR2 MT-ATP6 DCTPP1 GNAS NOS2 PLXDC2 IGFBP2 DHRS9 NCOA7 HLA-DPB1 UQCR10 TSPAN1 NRARP SGK1 LGALS3
37 CYCS RPS2 RPL39L RPL12 CRACR2B TIMP2 IPO5 HSPA1A EIF1 RPL13 C10orf99 FRYL DBI DSG2 MEP1A DLL1 NPM1 P2RX4 CTTNBP2 COL1A1 SELENOW MT-ND1 SRGN ANPEP RPL18
38 RPS27 COX4I1 CYB5A RPS12 FOSB EFNB2 MCM10 FRYL COL9A3 RPLP2 MUC12 MT-ND4 CCT6A CEACAM1 DDX60 GALNT8 SSBP1 MFSD4A MYC ZFP36 NDUFA4 HSD11B2 FOS C1QTNF12 RPS13
39 NDUFAB1 RPL5 ANAPC11 RPL28 MLPH CDKN2A GMNN FAM3D CD9 COMMD6 ATP8B1 BCAS1 CCT2 EMP1 ALDOB CAPN9 CCT6A KLK1 LYZ KLF2 S100A16 MT-CO3 IGHA1 MT-CO2 TMSB4X
40 PSMA4 ATP5MC3 HSP90AB1 RPL13A KLF4 KLK6 CKS1B B3GALT5 S100A14 SLC25A6 RHBDL2 RASD1 PDCD5 HSPA1B PDE9A FRZB RPL11 FOXA3 DEPTOR FOSB MYL12B MT-CO2 HES1 MT-ND3 PYCARD
41 PTMA RPL10A GTF3A RPS3A AGR3 SDC4 ZIC2 REG1A KLK10 RPS15 SIAE ENTPD8 SLC25A5 ECM1 RHOF MB PDCD5 DISP2 HLA-DRA DNAJB1 CEACAM6 MT-ND3 POU3F1 SLC26A2 RPL35A
42 NUCKS1 RPS8 RPL23A RPS29 BTG2 EMP1 CENPF CA12 KRT8 RPL36A UGT2B17 PRUNE2 DUT TMBIM1 TMEM37 TMEM61 SNRNP25 SAMD9 CCND2 DUOXA2 FTL PKIB CITED2 SAMD9 CLIC1
43 ATP5ME RPL12 ASCL2 RPS11 VSIG2 WNT11 ALYREF GOLM1 ATP6V0E1 ZFAS1 HOXB13 MT-ND5 CENPX GPRC5A C11orf86 CBFA2T3 RPL6 MCF2L CEBPD DUSP1 DSTN PLA2G2A SOCS3 ENTPD8 RPL21
44 UBE2C COMMD6 NDUFA8 RPS15A AL135925.1 ITGB8 NCAPD2 MT1G POMP S100A11 ITM2C CREB3L1 PRKDC EPCAM TYMP AP002498.1 PRELID1 CREB3L1 ZFAS1 MT-ND4L RPL36AL MT-ATP6 EGR3 DHRS9 LGALS4
45 HMGN1 NQO1 RPS13 SOX9 ERN2 TNFRSF11B SNRPF NFKBIZ KRT19 RPL38 CREB3L1 SPINK1 SRSF7 ELF3 TMIGD1 TOX C1QBP ATP2A3 EPHB2 GADD45B NDUFB1 C1QTNF12 ZFP36 SMPDL3A UQCRH
46 PDCD5 UQCRB RPL5 RPL38 ELF3 ANXA1 MKI67 NKTR SQSTM1 SLC7A11 PLA2G10 GSN HMGA1 HEPH MXD1 RETNLB RPL35A SCNN1A BACE2 KDM6B CCND2 CDKN2B VEGFA MT-ATP6 RPS23
47 HIST1H4C RPL10 NDUFA4 RPL23A FOS RBP1 BAG2 ELF3 CSTB LGALS1 RNF186 MT-ND4L HNRNPAB TSPAN1 MIER3 RASD1 PSMB1 MUC5AC BMP4 BTG1 OCIAD2 SELENOP JUND MEP1A RPS3
48 DDX18 NDUFAB1 NACA COMMD6 EGR1 HLA-A CENPJ AKAP9 CLIC1 LYZ LGALS4 MCF2L PARK7 CEACAM7 TP53INP2 FAM107B YBX1 FSIP2 NFIA REL ETHE1 AOC1 TCIM HPGD POMP
49 RPL6 NACA RPL23 RAB11FIP1 AGR2 CAPG BRCA1 ZFP36L2 SKP1 RPS26 CA12 IGHA1 HIST1H1B TRIB3 HHLA2 TFF3 ANAPC11 NEURL1 GRINA IGLC2 MT-ATP8 ACADS RHOB MT-ND5 COX7B
50 SNRPD1 RPL7 POMP RPS28 TCEA3 ITGA2 PTPRO VMP1 TMSB4X REG1A RPS4Y1 NXPE1 XRCC5 TMPRSS4 SMPD1 MT1G SNU13 VIPR1 TMEM176B MT-ATP8 SLC40A1 CD177 AL118516.1 CDHR2 ACOT13
51 NDUFAF2 SAP18 SNRPB PABPC1 JUNB MDK FANCI PCSK1N CDC42EP5 WFDC2 PGP SLC44A4 BIRC3 GNE COX4I1 DDX60 TRIB1 TUBA1A MUC12 HIST1H2BH MT-ND1 ACSL3
52 HSP90AB1 RPL13 RPL7 RPS10 XBP1 ZBTB20 CDC20 PDLIM4 SLPI KLF4 CCT5 GPR160 SLC17A4 FOXA3 UQCRH SCGB2A1 MLXIPL IGHA1 ITM2C ID4 ISG15 INSIG1
53 LSM4 ATP5PO NPM1 CD24 TCIM TNC TOP2A CXCL14 CTSS SCNN1A PRELID1 SLC6A8 LAMA3 MLPH COX7B SELENOP PABPC1 IRF1 CA4 CEBPB GPA33 EPCAM
54 DEK COX7C RPLP2 KCNQ1OT1 IER2 TINAGL1 CENPK FTH1 PDCD4 JCHAIN PTGES3 PCCA TRANK1 ATP2A3 ACAT2 ANKRD36C CNTNAP2 NR4A1 GUCA2B RGS2 MT-CO3 EBP
55 CCT5 SSBP1 SSBP1 EIF3E PPP1R15A CXCL1 GGCT CD81 LRIG3 GALNT5 TOMM40 DDIT4 RSAD2 TCEA3 GGCT TRANK1 TSTA3 AC020916.1 MT-ND2 HSPA1A ITM2C SLC25A5
56 PSMB1 RPS5 SSB NCOA7 TSTA3 HSPB1 MYBL2 NDUFA4 CES3 AKAP9 PPM1G LAMB3 CLDN23 ENTPD8 RPS13 PLAC8 DPEP1 MT-ND4L PMAIP1 XDH RPSA
57 TUBB4B RPL37 RPLP0 RPL21 RPL36 TIMP1 CLSPN RPL7A LRRC19 XBP1 ATP5MC1 PPA1 HSD17B2 XBP1 HINT1 LYPD8 GAL PLA2G10 TLE4 MT-ND2 CD9
58 ROMO1 UBA52 UQCRH RPL23 GLUL LMO7 NPTX2 IGFBP3 CHP2 GNE ACAT2 PLS1 CASP5 PRAC1 SNRPG MGLL FAM210B TP53I3 CBX4 FXYD3 RPS19
59 MT-ATP8 RPL23A PARK7 OLFM4 HEXIM1 S100A2 FOXM1 TMSB10 AMN CRACR2B SRSF3 TM4SF1 CDKN2B NUPR1 ENO1 FAM3D DMKN FXYD3 DUSP1 FABP1 RPS5
60 RPL4 C1QBP PERP FRYL NECTIN4 FADS1 BCL2L1 BMP2 WNK4 GTF3A FAM13A SLC51B L1TD1 YWHAB RAB3B SP5 CA12 ELF3 IFI27 RPL5
61 FAU GSTP1 LRRC75A NR4A1 GSN UNG S100A16 TMEM176B FOS LSM2 ABHD2 SECTM1 KLF4 MRPL14 DNAJC12 CXCL3 MEP1A PGGHG MXI1 RPS16
62 SUB1 ODC1 EREG IER3 CXCL16 CHEK1 TMED9 CCL28 CDC42EP5 HMGB2 SCD SMIM5 ALDH1L1 STUB1 FAM107B TNFRSF10B ABCA5 HSPA2 MISP RPS2
63 RPSA PRKDC IER3 C12orf57 S100A6 XRCC2 TRIM29 SRI HSD11B2 EIF5A TPI1 SCNN1B VSIG2 RPL27 ST6GALNAC1 KRT23 MAOA IRF1 HIST1H1C KRT19
64 RPS25 COL9A3 REG1A TMEM176A ABHD2 RANBP1 PCCA TFCP2L1 TCEA3 MRPS34 C4orf3 LRRC19 HPCAL1 RPLP2 REG4 ETS2 SLC9A3 NR4A1 AOC1 CHCHD2
65 RPL39 RANBP1 LYZ HSPA1B HLA-C RPA3 SERPINB1 PLCE1 FOSB TOP2A RNF186 OASL C12orf57 GPX2 PHGR1 CEBPB PLCE1 MCL1 ABCA5 COX4I1
66 RACK1 RPS18 REG1A TMEM176B MSH6 JUP GPT TCIM SNRPG TFF1 TNIP3 SMIM14 HNRNPAB AKAP5 TGFBR3 MT-ND4 GADD45G HHLA2 COX7A2
67 RPS21 NDUFAB1 TACSTD2 LRRC8A TYMS FXYD5 PAPSS2 FAM3D DTYMK FHL2 C1orf115 HSPA1A LSM4 KLF4 ZNRF3 PCK1 ARGLU1 TYMP PDLIM4
68 BTF3 DKC1 SH3BGRL3 CXCL8 TPX2 DCBLD2 MT2A SH3PXD2A ANAPC11 ADD3 PTPRH GALNT7 HMGN1 PLA2G10 LACTB2 CDC42EP5 KCNQ1OT1 MT-ND4L EIF1
69 CHCHD2 CHCHD2 DNAJB1 FIBCD1 FAM111B DYNLRB1 KLF5 GALNT7 NUCKS1 PDLIM1 HRASLS2 MT1E GADD45GIP1 CDC42EP5 FAM84B CKB BRD2 AMN ARPC2
70 GPX2 SLC25A5 SOX4 S100A13 HSPD1 BRK1 PALLD MIA3 TPX2 TDP2 SLCO2A1 MUC4 SF3B6 SMIM14 RASEF LGALS4 MED29 ACVRL1 PCCA
71 TPT1 RPL10 AKAP9 MYOF NOP56 TIMP2 METTL7A SMIM14 SSB JUP MYO15B AGR2 RPL19 GALNT5 MT1G B3GALT5 KLF2 SMIM22 PIGZ
72 EEF1B2 LSM3 S100A9 DDR1 POLE3 BCAP31 PPP1R12B NUPR1 ANP32B MUC13 IFIT1 NEDD4L RPL7A TM4SF5 CEMIP2 GGT6 NFKBIA MXD1 RPL8
73 RPL18 UQCC2 RPS27 PDLIM7 HNRNPD TNFSF15 FOS NEDD4L MKI67 SLC40A1 STOM MYADM SNRPB IFI27 ACSL5 NXPE4 SLC38A2 MDK CD81
74 ASCL2 CCT7 HES6 SESTD1 IGF2BP1 TXNIP SQOR ANKRD36C NOL7 MYH14 TRPM6 CDC42EP5 DTYMK CDHR5 ELFN1-AS1 FLNB NR4A2 DDX60 RPL27
75 STUB1 PSMB1 RPS24 DSG2 CDK4 PRDX1 LIMA1 MT-ATP8 AP2S1 P4HB MISP NXPE4 EEF1B2 RASEF CLDN1 SGK1 AC020916.1 CYP3A5 PRDX5
76 PEBP1 EIF5A IGLC2 TMBIM1 DKC1 TNNC1 CKMT1B KCNK6 SNRNP25 SDCBP2 GSN AGR3 RPL21 SMIM5 RPL12 HEXIM1 NEAT1 TMPRSS2 HINT1
77 ZFAS1 RPL9 HSPB1 PODXL SET TPD52L1 TNFRSF11A GALNT12 ILF2 RPS29 ISG15 NXPE1 AP2S1 AGR3 TMC5 SMIM22 AHI1 RARRES3 KRT20
78 RPS19 RPS14 RPL37 EPB41L1 CMSS1 UBC ACADS IGHA2 SERBP1 LINC01559 TIMP2 RAB26 ADRM1 PIGR ZFP36L1 AC023157.3 AKAP9 IGKC GGH
79 PYCARD MRPL41 IGHA1 MET FBL FLNA B3GALT5 JUN PRMT1 SORL1 ENTPD8 GALNT5 MRPL57 NEDD4L FZD3 BLOC1S1 POLR2A EMP1 RPL6
80 EIF3E BRK1 JCHAIN JUP FN1 RPL19 NFKBIZ NKTR LSM4 DUOX2 ACVRL1 MT2A ATP5PF ITM2C RPL7 IGKC HIST1H1E MT-ND4 RPL12
81 GTF3A CNBP PTGS2 EPHB2 NEU1 CD24 ARFGEF3 UBE2I LCN15 PIGR FAM3D EIF3K SH3PXD2A GDF15 GPA33 MYADM PLA2G10 RPS6
82 PSMB1 RPS3 BMP4 SLC12A2 TIMP1 MUC5B GOLGB1 SNRPD1 DNAJB1 APOBR MT1F GTF3A KIAA1324 SLC12A2 MT-ATP8 TRIM44 RHOC VDAC1
83 HINT1 HMGB3 COL6A1 CSE1L SAP18 ECH1 DNAJC10 LSM3 APOL1 EGLN3 MT1H TPI1 B4GALNT2 RPS6 JUN AMD1 TMEM54 RACK1
84 YWHAB RPS12 MBNL2 PHB2 RPS4X MT1G WSB1 SIVA1 ACAA2 IFI27 GSN MRPL11 SIDT1 ADD3 TMEM54 TNFAIP3 KRT20 PSMB1
85 COX7B C9orf16 EPHA2 PTMA MRPL41 MT1F AGR2 DNMT1 SERPINB6 FCGBP FRYL PTTG1 SCIN VWA1 PDCD4 WDR60 TRIM31 MIF
86 EBPL FABP5 F11R RCC2 RHOC HSD17B11 BTG2 NUDC TOB1 SULT1A2 SYTL2 RPS23 RAP1GAP PDZK1IP1 IGHA1 YME1L1 CDA RPLP1
87 COX7A2 ATP6V1G1 S100A10 HMGA1 SAT1 GLUL DDX17 GGCT RPS24 TNFSF10 ERN2 RPL23 SCNN1B STXBP6 JCHAIN DDIT4 DST COX7C
88 SSR4 TUBB ITGB6 DNMT1 S100A10 AC008397.1 BRCA2 SOD3 AOC1 FOSB PFDN2 HLA-E CNOT7 TCIM H2AFX NAAA UBA52
89 RPL8 RPS23 PON2 PRKDC KRT20 CES2 DKC1 GFPT1 RETREG1 SCNN1A RPSA NAAA CELF2 ETNK1 ID2 DUOX2 ATP6V1G1
90 SLC25A5 HMGB1 ZFP36L1 WDR34 STUB1 ALDOB MCM7 CAPG UPP1 TSPAN13 PARK7 LIPH PDP1 SYNE2 CGN RPS12
91 DYNLRB1 ACP1 TPM4 KIF4A DSP PCK1 PTTG1 INSIG1 HIST1H1C FOS TUFM RFLNA PGGHG CLDN4 MIER3 RPL7
92 EIF3F LSM5 YAP1 GOT2 KRT10 GALNT7 ERH PDZK1IP1 CD177 PRUNE2 UBA52 TUBB2A ATP10B ZFP36L1 VSIG2 NDUFA4
93 TOMM7 SNRPG FHL2 MT1A TMEM45B ATP2A3 RPA3 ALDH2 CDKN2B-AS1 PRIMPOL NDUFS6 PTGER4 BAMBI RNF213 TNFSF10 HSD17B12
94 RPN2 STRAP C6orf132 SSRP1 QPCT ARF4 CKS2 C10orf99 PLS1 WNK4 CCT4 SPATS2L SMARCC1 SFPQ VILL RPL23A
95 HSPE1 RPS15A KRT6B RPL36A PKM TSPAN8 MRPL11 SLC2A1 EDN3 ARFGEF3 RPS3 TC2N TNFRSF10A HSPA6 PRSS3 RPLP2
96 NPM1 SNRPF TAGLN TFDP1 UBE2H SLC44A4 UBE2S VDAC2 ITM2C FKBP11 ACP1 ERN2 PROX1 GOLGB1 RIOK3 BTF3
97 COX5B CCT2 DST EIF4A1 PPA1 TMEM59 GMNN ITGA2 SPATS2L PTPRN2 PEBP1 FXYD3 SYK NUPR1 MGLL ENO1
98 ABRACL S100A4 CLDN1 MIS18A BUD31 MARCKS TFDP1 RPL37 COL17A1 BCAS1 MRPS34 PARM1 PDZD8 CXCL8 SLC6A8 RPS20
99 MRPL57 RPL18 MYO6 C19orf48 SSR4 PGM2L1 SRM CAST PHGR1 ATF3 EIF2S2 HSPA2 ENC1 HNRNPU SERINC2 RPL23
100 GUK1 XRCC5 ERO1A TCOF1 GABARAPL2 SNORC KPNA2 ADIRF IFIT2 SH3BGRL3 TPX2 RASD1 EIF3E PRPF4B APPL2 RPL18A